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1.
Cell Rep ; 26(3): 802-813.e4, 2019 01 15.
Artigo em Inglês | MEDLINE | ID: mdl-30650368

RESUMO

Imaging voltage using fluorescent-based sensors could be an ideal technique to probe neural circuits with high spatiotemporal resolution. However, due to insufficient signal-to-noise ratio (SNR), imaging membrane potential in mammalian preparations is still challenging. In recent years, many genetically encoded voltage indicators (GEVIs) have been developed. To compare them and guide decisions on which GEVI to use, we have characterized side by side the performance of eight GEVIs that represent different families of molecular constructs. We tested GEVIs in vitro with 1-photon imaging and in vivo with 1-photon wide-field imaging and 2-photon imaging. We find that QuasAr2 exhibited the best performance in vitro, whereas only ArcLight-MT could be used to reliably detect electrical activity in vivo with 2-photon excitation. No single GEVI was ideal for every experiment. These results provide a guide for choosing optimal GEVIs for specific applications.


Assuntos
Potenciais de Ação/genética , Potenciais da Membrana/genética , Animais , Camundongos
2.
J Neurosci ; 36(45): 11498-11509, 2016 11 09.
Artigo em Inglês | MEDLINE | ID: mdl-27911754

RESUMO

Neuronal tuning, defined by the degree of selectivity to a specific stimulus, is a hallmark of cortical computation. Understanding the role of GABAergic interneurons in shaping cortical tuning is now possible with the ability to manipulate interneuron classes selectively. Here, we show that interneurons expressing vasoactive intestinal polypeptide (VIP+) regulate the spatial frequency (SF) tuning of pyramidal neurons in mouse visual cortex. Using two-photon calcium imaging and optogenetic manipulations of VIP+ cell activity, we found that activating VIP+ cells elicited a stronger network response to stimuli of higher SFs, whereas suppressing VIP+ cells resulted in a network response shift toward lower SFs. These results establish that cortical inhibition modulates the spatial resolution of visual processing and add further evidence demonstrating that feature selectivity depends, not only on the feedforward excitatory projections into the cortex, but also on dynamic intracortical modulations by specific forms of inhibition. SIGNIFICANCE STATEMENT: We demonstrate that interneurons expressing vasoactive intestinal polypeptide (VIP+) play a causal role in regulating the spatial frequency (SF) tuning of neurons in mouse visual cortex. We show that optogenetic activation of VIP+ cells results in a shift in network preference toward higher SFs, whereas suppressing them shifts the network toward lower SFs. Several studies have shown that VIP+ cells are sensitive to neuromodulation and increase their firing during locomotion, whisking, and pupil dilation and are involved in spatially specific top-down modulation, reminiscent of the effects of top-down attention, and also that attention enhances spatial resolution. Our findings provide a bridge between these studies by establishing the inhibitory circuitry that regulates these fundamental modulations of SF in the cortex.


Assuntos
Interneurônios/fisiologia , Inibição Neural/fisiologia , Peptídeo Intestinal Vasoativo/metabolismo , Córtex Visual/fisiologia , Campos Visuais/fisiologia , Percepção Visual/fisiologia , Animais , Camundongos , Rede Nervosa/fisiologia
3.
eNeuro ; 3(5)2016.
Artigo em Inglês | MEDLINE | ID: mdl-27699210

RESUMO

The response properties of neurons to sensory stimuli have been used to identify their receptive fields and to functionally map sensory systems. In primary visual cortex, most neurons are selective to a particular orientation and spatial frequency of the visual stimulus. Using two-photon calcium imaging of neuronal populations from the primary visual cortex of mice, we have characterized the response properties of neurons to various orientations and spatial frequencies. Surprisingly, we found that the orientation selectivity of neurons actually depends on the spatial frequency of the stimulus. This dependence can be easily explained if one assumed spatially asymmetric Gabor-type receptive fields. We propose that receptive fields of neurons in layer 2/3 of visual cortex are indeed spatially asymmetric, and that this asymmetry could be used effectively by the visual system to encode natural scenes.


Assuntos
Modelos Neurológicos , Neurônios/fisiologia , Orientação/fisiologia , Percepção Espacial/fisiologia , Córtex Visual/fisiologia , Percepção Visual/fisiologia , Anestesia , Animais , Cálcio/metabolismo , Feminino , Masculino , Camundongos Transgênicos , Estimulação Luminosa , Imagens com Corantes Sensíveis à Voltagem
4.
J Neurosci ; 36(12): 3471-80, 2016 Mar 23.
Artigo em Inglês | MEDLINE | ID: mdl-27013676

RESUMO

Inhibitory interneurons in the neocortex often connect in a promiscuous and extensive fashion, extending a "blanket of inhibition" on the circuit. This raises the problem of how can excitatory activity propagate in the midst of this widespread inhibition. One solution to this problem could be the vasoactive intestinal peptide (VIP) interneurons, which disinhibit other interneurons. To explore how VIP interneurons affect the local circuits, we use two-photon optogenetics to activate them individually in mouse visual cortex in vivo while measuring their output with two-photon calcium imaging. We find that VIP interneurons have narrow axons and inhibit nearby somatostatin interneurons, which themselves inhibit pyramidal cells. Moreover, via this lateral disinhibition, VIP cells in vivo make local and transient "holes" in the inhibitory blanket extended by SOM cells. VIP interneurons, themselves regulated by neuromodulators, may therefore enable selective patterns of activity to propagate through the cortex, by generating a "spotlight of attention". SIGNIFICANCE STATEMENT: Most inhibitory interneurons have axons restricted to a nearby area and target excitatory neighbors indiscriminately, raising the issue of how neuronal activity can propagate through cortical circuits. Vasoactive intestinal peptide-expressing interneurons (VIPs) disinhibit cortical pyramidal cells through inhibition of other inhibitory interneurons, and they have very focused, "narrow" axons. By optogenetically activating single VIPs in live mice while recording the activity of nearby neurons, we find that VIPs break open a hole in blanket inhibition with an effective range of ∼120 µm in lateral cortical space where excitatory activity can propagate.


Assuntos
Lateralidade Funcional/fisiologia , Interneurônios/fisiologia , Rede Nervosa/fisiologia , Inibição Neural/fisiologia , Peptídeo Intestinal Vasoativo/metabolismo , Córtex Visual/fisiologia , Animais , Feminino , Masculino , Camundongos
5.
Neuron ; 90(1): 86-100, 2016 Apr 06.
Artigo em Inglês | MEDLINE | ID: mdl-27021171

RESUMO

Simultaneous co-activation of neocortical neurons is likely critical for brain computations ranging from perception and motor control to memory and cognition. While co-activation of excitatory principal cells (PCs) during ongoing activity has been extensively studied, that of inhibitory interneurons (INs) has received little attention. Here, we show in vivo and in vitro that members of two non-overlapping neocortical IN populations, expressing somatostatin (SOM) or vasoactive intestinal peptide (VIP), are active as populations rather than individually. We demonstrate a variety of synergistic mechanisms, involving population-specific local excitation, GABAergic disinhibition and excitation through electrical coupling, which likely underlie IN population co-activity. Firing of a few SOM or VIP INs recruits additional members within the cell type via GABAergic and cholinergic mechanisms, thereby amplifying the output of the population as a whole. Our data suggest that IN populations work as cooperative units, thus generating an amplifying nonlinearity in their circuit output.


Assuntos
Acetilcolina/metabolismo , Interneurônios/metabolismo , Neocórtex/metabolismo , Inibição Neural/fisiologia , Células Piramidais/metabolismo , Somatostatina/metabolismo , Peptídeo Intestinal Vasoativo/metabolismo , Ácido gama-Aminobutírico/metabolismo , Animais , Técnicas In Vitro , Interneurônios/fisiologia , Camundongos , Neurônios/metabolismo , Técnicas de Patch-Clamp
6.
J Neurophysiol ; 115(6): 3008-17, 2016 06 01.
Artigo em Inglês | MEDLINE | ID: mdl-26961109

RESUMO

GABAergic interneurons are positioned to powerfully influence the dynamics of neural activity, yet the interneuron-mediated circuit mechanisms that control spontaneous and evoked neocortical activity remains elusive. Vasoactive intestinal peptide (VIP+) interneurons are a specialized cell class which synapse specifically on other interneurons, potentially serving to facilitate increases in cortical activity. In this study, using in vivo Ca(2+) imaging, we describe the interaction between local network activity and VIP+ cells and determine their role in modulating neocortical activity in mouse visual cortex. VIP+ cells were active across brain states including locomotion, nonlocomotion, visual stimulation, and under anesthesia. VIP+ activity correlated most clearly with the mean level of population activity of nearby excitatory neurons during all brain states, suggesting VIP+ cells enable high-excitability states in the cortex. The pharmacogenetic blockade of VIP+ cell output reduced network activity during locomotion, nonlocomotion, anesthesia, and visual stimulation, suggesting VIP+ cells exert a state-independent facilitation of neural activity in the cortex. Collectively, our findings demonstrate that VIP+ neurons have a causal role in the generation of high-activity regimes during spontaneous and stimulus evoked neocortical activity.


Assuntos
Interneurônios/fisiologia , Neocórtex/fisiologia , Inibição Neural/fisiologia , Peptídeo Intestinal Vasoativo/metabolismo , Córtex Visual/citologia , Animais , Cálcio/metabolismo , Clozapina/análogos & derivados , Clozapina/farmacologia , Feminino , Interneurônios/efeitos dos fármacos , Locomoção/fisiologia , Proteínas Luminescentes/genética , Proteínas Luminescentes/metabolismo , Masculino , Camundongos , Camundongos Transgênicos , Rede Nervosa/fisiologia , Inibição Neural/efeitos dos fármacos , Inibição Neural/genética , Estimulação Luminosa , Receptor Muscarínico M4/genética , Receptor Muscarínico M4/metabolismo , Somatostatina/genética , Somatostatina/metabolismo , Transdução Genética , Peptídeo Intestinal Vasoativo/genética , Ácido gama-Aminobutírico
7.
J Neurosci ; 34(43): 14388-402, 2014 Oct 22.
Artigo em Inglês | MEDLINE | ID: mdl-25339751

RESUMO

We investigated the cortical mechanisms underlying the visual perception of luminance-defined surfaces and the preference for black over white stimuli in the macaque primary visual cortex, V1. We measured V1 population responses with voltage-sensitive dye imaging in fixating monkeys that were presented with white or black squares of equal contrast around a mid-gray. Regions corresponding to the squares' edges exhibited higher activity than those corresponding to the center. Responses to black were higher than to white, surprisingly to a much greater extent in the representation of the square's center. Additionally, the square-evoked activation patterns exhibited spatial modulations along the edges and corners. A model comprised of neural mechanisms that compute local contrast, local luminance temporal modulations in the black and white directions, and cortical center-surround interactions, could explain the observed population activity patterns in detail. The model captured the weaker contribution of V1 neurons that respond to positive (white) and negative (black) luminance surfaces, and the stronger contribution of V1 neurons that respond to edge contrast. Also, the model demonstrated how the response preference for black could be explained in terms of stronger surface-related activation to negative luminance modulation. The spatial modulations along the edges were accounted for by surround suppression. Overall the results reveal the relative strength of edge contrast and surface signals in the V1 response to visual objects.


Assuntos
Sensibilidades de Contraste/fisiologia , Estimulação Luminosa/métodos , Desempenho Psicomotor/fisiologia , Tempo de Reação/fisiologia , Córtex Visual/fisiologia , Animais , Macaca fascicularis , Masculino , Distribuição Aleatória , Percepção Visual/fisiologia
8.
Proc Natl Acad Sci U S A ; 111(38): E4053-61, 2014 Sep 23.
Artigo em Inglês | MEDLINE | ID: mdl-25201983

RESUMO

The cortical microcircuit is built with recurrent excitatory connections, and it has long been suggested that the purpose of this design is to enable intrinsically driven reverberating activity. To understand the dynamics of neocortical intrinsic activity better, we performed two-photon calcium imaging of populations of neurons from the primary visual cortex of awake mice during visual stimulation and spontaneous activity. In both conditions, cortical activity is dominated by coactive groups of neurons, forming ensembles whose activation cannot be explained by the independent firing properties of their contributing neurons, considered in isolation. Moreover, individual neurons flexibly join multiple ensembles, vastly expanding the encoding potential of the circuit. Intriguingly, the same coactive ensembles can repeat spontaneously and in response to visual stimuli, indicating that stimulus-evoked responses arise from activating these intrinsic building blocks. Although the spatial properties of stimulus-driven and spontaneous ensembles are similar, spontaneous ensembles are active at random intervals, whereas visually evoked ensembles are time-locked to stimuli. We conclude that neuronal ensembles, built by the coactivation of flexible groups of neurons, are emergent functional units of cortical activity and propose that visual stimuli recruit intrinsically generated ensembles to represent visual attributes.


Assuntos
Potenciais Evocados Visuais/fisiologia , Rede Nervosa/fisiologia , Neurônios/fisiologia , Estimulação Luminosa , Córtex Visual/fisiologia , Animais , Camundongos , Rede Nervosa/anatomia & histologia , Neurônios/citologia , Córtex Visual/anatomia & histologia
9.
J Neurosci ; 34(9): 3247-52, 2014 Feb 26.
Artigo em Inglês | MEDLINE | ID: mdl-24573283

RESUMO

In a typical visual scene we continuously perceive a "figure" that is segregated from the surrounding "background" despite ongoing microsaccades and small saccades that are performed when attempting fixation (fixational saccades [FSs]). Previously reported neuronal correlates of figure-ground (FG) segregation in the primary visual cortex (V1) showed enhanced activity in the "figure" along with suppressed activity in the noisy "background." However, it is unknown how this FG modulation in V1 is affected by FSs. To investigate this question, we trained two monkeys to detect a contour embedded in a noisy background while simultaneously imaging V1 using voltage-sensitive dyes. During stimulus presentation, the monkeys typically performed 1-3 FSs, which displaced the contour over the retina. Using eye position and a 2D analytical model to map the stimulus onto V1, we were able to compute FG modulation before and after each FS. On the spatial cortical scale, we found that, after each FS, FG modulation follows the stimulus retinal displacement and "hops" within the V1 retinotopic map, suggesting visual instability. On the temporal scale, FG modulation is initiated in the new retinotopic position before it disappeared from the old retinotopic position. Moreover, the FG modulation developed faster after an FS, compared with after stimulus onset, which may contribute to visual stability of FG segregation, along the timeline of stimulus presentation. Therefore, despite spatial discontinuity of FG modulation in V1, the higher-order stability of FG modulation along time may enable our stable and continuous perception.


Assuntos
Fixação Ocular/fisiologia , Percepção de Forma/fisiologia , Córtex Visual/fisiologia , Animais , Mapeamento Encefálico , Macaca fascicularis , Masculino , Estimulação Luminosa , Tempo de Reação , Estatísticas não Paramétricas , Vias Visuais/fisiologia , Imagens com Corantes Sensíveis à Voltagem
10.
J Neurosci ; 32(40): 13971-86, 2012 Oct 03.
Artigo em Inglês | MEDLINE | ID: mdl-23035105

RESUMO

The primary visual cortex (V1) is extensively studied with a large repertoire of stimuli, yet little is known about its encoding of natural images. Using voltage-sensitive dye imaging in behaving monkeys, we measured neural population response evoked in V1 by natural images presented during a face/scramble discrimination task. The population response showed two distinct phases of activity: an early phase that was spread over most of the imaged area, and a late phase that was spatially confined. To study the detailed relation between the stimulus and the population response, we used a simple encoding model to compute a continuous map of the expected neural response based on local attributes of the stimulus (luminance and contrast), followed by an analytical retinotopic transformation. Then, we computed the spatial correlation between the maps of the expected and observed response. We found that the early response was highly correlated with the local luminance of the stimulus and was sufficient to effectively discriminate between stimuli at the single trial level. The late response, on the other hand, showed a much lower correlation to the local luminance, was confined to central parts of the face images, and was highly correlated with the animal's perceptual report. Our study reveals a continuous spatial encoding of low- and high-level features of natural images in V1. The low level is directly linked to the stimulus basic local attributes and the high level is correlated with the perceptual outcome of the stimulus processing.


Assuntos
Estimulação Luminosa , Córtex Visual/fisiologia , Percepção Visual/fisiologia , Animais , Mapeamento Encefálico , Sensibilidades de Contraste/fisiologia , Discriminação Psicológica/fisiologia , Face , Fixação Ocular , Luz , Macaca fascicularis , Masculino , Modelos Neurológicos , Neurônios/fisiologia , Reconhecimento Visual de Modelos/fisiologia , Fatores de Tempo , Vias Visuais/fisiologia , Imagens com Corantes Sensíveis à Voltagem
11.
Cereb Cortex ; 22(2): 294-307, 2012 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-21653284

RESUMO

During visual fixation, the eyes make fast involuntary miniature movements known as microsaccades (MSs). When MSs are executed they displace the visual image over the retina and can generate neural modulation along the visual pathway. However, the effects of MSs on neural activity have substantial variability and are not fully understood. By utilizing voltage-sensitive dye imaging, we imaged the spatiotemporal patterns induced by MSs in V1 and V2 areas of behaving monkeys while they were fixating and presented with visual stimuli. We then investigated the neuronal modulation dynamics, induced by MSs, under different visual stimulation. MSs induced monophasic or biphasic neural responses depending on stimulus size. These neural responses were accompanied by different spatiotemporal patterns of synchronization. Finally, we show that a local patch of population response evoked by a small stimulus was clearly shifted over the V1 retinotopic map after each MS. Our results demonstrate the lack of visual stability in V1 following MSs and help clarify the substantial variability reported for MSs effects on neuronal responses. The observed neural effects suggest that MSs are associated with a continuum of neuronal responses in V1 area reflecting diverse spatiotemporal dynamics.


Assuntos
Mapeamento Encefálico , Fixação Ocular , Movimentos Sacádicos , Córtex Visual/fisiologia , Animais , Fenômenos Biomecânicos , Sincronização Cortical/fisiologia , Potenciais Evocados Visuais/fisiologia , Lateralidade Funcional , Macaca fascicularis , Masculino , Estimulação Luminosa/métodos , Estatística como Assunto , Fatores de Tempo , Vias Visuais/fisiologia , Imagens com Corantes Sensíveis à Voltagem
12.
J Mol Biol ; 410(5): 778-97, 2011 Jul 29.
Artigo em Inglês | MEDLINE | ID: mdl-21763489

RESUMO

Interaction of CC chemokine receptor 5 (CCR5) with the human immunodeficiency virus type 1 (HIV-1) gp120/CD4 complex involves its amino-terminal domain (Nt-CCR5) and requires sulfation of two to four tyrosine residues in Nt-CCR5. The conformation of a 27-residue Nt-CCR5 peptide, sulfated at Y10 and Y14, was studied both in its free form and in a ternary complex with deglycosylated gp120 and a CD4-mimic peptide. NMR experiments revealed a helical conformation at the center of Nt-CCR5(1-27), which is induced upon gp120 binding, as well as a helical propensity for the free peptide. A well-defined structure for the bound peptide was determined for residues 7-23, increasing by 2-fold the length of Nt-CCR5's known structure. Two-dimensional saturation transfer experiments and measurement of relaxation times highlighted Nt-CCR5 residues Y3, V5, P8-T16, E18, I23 and possibly D2 as the main binding determinant. A calculated docking model for Nt-CCR5(1-27) suggests that residues 2-22 of Nt-CCR5 interact with the bases of V3 and C4, while the C-terminal segment of Nt-CCR5(1-27) points toward the target cell membrane, reflecting an Nt-CCR5 orientation that differs by 180° from that of a previous model. A gp120 site that could accommodate (CCR5)Y3 in a sulfated form has been identified. The present model attributes a structural basis for binding interactions to all gp120 residues previously implicated in Nt-CCR5 binding. Moreover, the strong interaction of sulfated (CCR5)Tyr14 with (gp120)Arg440 revealed by the model and the previously found correlation between E322 and R440 mutations shed light on the role of these residues in HIV-1 phenotype conversion, furthering our understanding of CCR5 recognition by HIV-1.


Assuntos
Aminoácidos/metabolismo , Antígenos CD4/metabolismo , Proteína gp120 do Envelope de HIV/química , Proteína gp120 do Envelope de HIV/metabolismo , Peptídeos/metabolismo , Receptores CCR5/química , Receptores CCR5/metabolismo , Glicosilação , HIV-1/metabolismo , Humanos , Espectroscopia de Ressonância Magnética , Modelos Moleculares , Peptídeos/química , Ligação Proteica , Estrutura Secundária de Proteína , Eletricidade Estática , Termodinâmica
13.
J Neurosci ; 30(33): 11232-45, 2010 Aug 18.
Artigo em Inglês | MEDLINE | ID: mdl-20720131

RESUMO

Visual processing shows a highly distributed organization in which the presentation of a visual stimulus simultaneously activates neurons in multiple columns across several cortical areas. It has been suggested that precise spatiotemporal activity patterns within and across cortical areas play a key role in higher cognitive, motor, and visual functions. In the visual system, these patterns have been proposed to take part in binding stimulus features into a coherent object, i.e., to be involved in perceptual grouping. Using voltage-sensitive dye imaging (VSDI) in behaving monkeys (Macaca fascicularis, males), we simultaneously measured neural population activity in the primary visual cortex (V1) and extrastriate cortex (V2, V4) at high spatial and temporal resolution. We detected time point population events (PEs) in the VSDI signal of each pixel and found that they reflect transient increased neural activation within local populations by establishing their relation to spiking and local field potential activity. Then, we searched for repeating space and time relations between the detected PEs. We demonstrate the following: (1) spatiotemporal patterns occurring within (horizontal) and across (vertical) early visual areas repeat significantly above chance level; (2) information carried in only a few patterns can be used to reliably discriminate between stimulus categories on a single-trial level; (3) the spatiotemporal patterns yielding high classification performance are characterized by late temporal occurrence and top-down propagation, which are consistent with cortical mechanisms involving perceptual grouping. The pattern characteristics and the robust relation between the patterns and the stimulus categories suggest that spatiotemporal activity patterns play an important role in cortical mechanisms of higher visual processing.


Assuntos
Córtex Visual/fisiologia , Percepção Visual/fisiologia , Potenciais de Ação , Animais , Potenciais Evocados Visuais , Medições dos Movimentos Oculares , Macaca fascicularis , Masculino , Microeletrodos , Estimulação Luminosa , Processamento de Sinais Assistido por Computador , Fatores de Tempo , Imagens com Corantes Sensíveis à Voltagem
14.
Cereb Cortex ; 20(6): 1293-304, 2010 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-19759123

RESUMO

Collinear proximal flankers can facilitate the detection of a low-contrast target or generate false-alarm target detection in the absence of a target. Although these effects are known to involve subthreshold neuronal interactions beyond the classical receptive field, the underlying neuronal mechanisms are not fully understood. Here, we used voltage-sensitive dye imaging that emphasizes subthreshold population activity, at high spatial and temporal resolution and imaged the visual cortex of fixating monkeys while they were presented with a low-contrast Gabor target, embedded within collinear or orthogonal flankers. We found that neuronal activity at the target site in area primary visual cortex increased and response latency decreased due to spatial spread of activation from the flankers' site. This increased activity was smaller than expected by a linear summation. The presentation of flankers alone induced strong spatial filling-in at the target site. Importantly, the increased neuronal activity at the target site was synchronized over time, both locally and with neuronal population at the flanker's site. This onset synchronization was higher for collinear than for orthogonal flankers. We further show that synchrony is a superior code over amplitude, for discriminating collinear from orthogonal pattern. These results suggest that population synchrony can serve as a code to discriminate contextual effects.


Assuntos
Potenciais de Ação/fisiologia , Potenciais Evocados Visuais/fisiologia , Rede Nervosa/fisiologia , Neurônios/fisiologia , Córtex Visual/fisiologia , Percepção Visual/fisiologia , Animais , Corantes Fluorescentes , Macaca fascicularis , Masculino , Rede Nervosa/anatomia & histologia , Testes Neuropsicológicos , Estimulação Luminosa , Transmissão Sináptica/fisiologia , Córtex Visual/anatomia & histologia , Imagens com Corantes Sensíveis à Voltagem/métodos
15.
Science ; 303(5663): 1538-42, 2004 Mar 05.
Artigo em Inglês | MEDLINE | ID: mdl-15001784

RESUMO

Complex biological, technological, and sociological networks can be of very different sizes and connectivities, making it difficult to compare their structures. Here we present an approach to systematically study similarity in the local structure of networks, based on the significance profile (SP) of small subgraphs in the network compared to randomized networks. We find several superfamilies of previously unrelated networks with very similar SPs. One superfamily, including transcription networks of microorganisms, represents "rate-limited" information-processing networks strongly constrained by the response time of their components. A distinct superfamily includes protein signaling, developmental genetic networks, and neuronal wiring. Additional superfamilies include power grids, protein-structure networks and geometric networks, World Wide Web links and social networks, and word-adjacency networks from different languages.


Assuntos
Modelos Biológicos , Modelos Teóricos , Sinapses/fisiologia , Teoria de Sistemas , Animais , Evolução Biológica , Caenorhabditis elegans/fisiologia , Drosophila melanogaster/genética , Drosophila melanogaster/crescimento & desenvolvimento , Retroalimentação Fisiológica , Humanos , Internet , Idioma , Linguística , Matemática , Rede Nervosa/fisiologia , Probabilidade , Proteínas/química , Ouriços-do-Mar/genética , Ouriços-do-Mar/crescimento & desenvolvimento , Transdução de Sinais , Apoio Social , Transcrição Gênica
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